Pith Number

pith:GQAP472C

pith:2021:GQAP472C6FUH6HHCS22FUMYZJD

not attested not anchored not stored refs pending

Supporting Massive DLRM Inference Through Software Defined Memory

Akshat Nanda, Ansha Yu, Banit Agrawal, Changkyu Kim, Chris Peterson, Dheevatsa Mudigere, Ehsan K. Ardestani, Fuxun Yu, Hector Yuen, Jens Axboe, Krishnakumar Nair, Luoshang Pan, Manoj Wodekar, Maxim Naumov, Mikhail Smelyanskiy, Seung Jae Lee, Shishir Juluri, Trung Le, Valmiki Rampersad, Vijay Rao

arxiv:2110.11489 v2 · 2021-10-21 · cs.AR · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GQAP472C6FUH6HHCS22FUMYZJD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T03:30:16.535943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3400fe7f42f1687f1ce296b45a331948d4309d2b61873531e15d7cf30cf410d7

Aliases

arxiv: 2110.11489 · arxiv_version: 2110.11489v2 · doi: 10.48550/arxiv.2110.11489 · pith_short_12: GQAP472C6FUH · pith_short_16: GQAP472C6FUH6HHC · pith_short_8: GQAP472C

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GQAP472C6FUH6HHCS22FUMYZJD \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3400fe7f42f1687f1ce296b45a331948d4309d2b61873531e15d7cf30cf410d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78e52921a67c783cb18b4e2535dbd1598a74f32b31cbee5dc604d1eba6449835",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2021-10-21T21:29:06Z",
    "title_canon_sha256": "f137a375b20fccc48827d027b77ed3249c5cefc46e041106e08a1becc4eed564"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11489",
    "kind": "arxiv",
    "version": 2
  }
}